{"id":"W4406403586","doi":"10.1002/wps.21284","title":"Suicide prevention: what works, what might work, and what does not work","year":2025,"lang":"en","type":"article","venue":"World Psychiatry","topic":"Suicide and Self-Harm Studies","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Work (physics); Suicide prevention; Occupational safety and health; Human factors and ergonomics; Poison control; Psychiatry; Injury prevention; Medical emergency; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04328058,0.001927994,0.006635582,0.005324351,0.004710968,0.01220155,0.005195215,0.01509049,0.0118086],"category_scores_gemma":[0.1132135,0.001458427,0.003245272,0.004144504,0.01158059,0.01853013,0.00519421,0.01405303,0.003776515],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008812404,"about_ca_system_score_gemma":0.02599076,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01319988,"about_ca_topic_score_gemma":0.02798688,"domain_scores_codex":[0.9682587,0.01871407,0.003662122,0.002131213,0.005494524,0.001739392],"domain_scores_gemma":[0.856254,0.1008168,0.007040357,0.003125093,0.02201367,0.01075018],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0003874786,0.0004022436,0.004050331,0.07197811,0.001060064,0.0003035148,0.002445587,0.0002276351,0.00008457957,0.01125865,0.1569725,0.7508293],"study_design_scores_gemma":[0.0003980575,0.0007572015,0.008551002,0.5050541,0.001791503,0.001230339,0.01548121,0.0006152861,0.0002599702,0.08597941,0.3795748,0.0003071846],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006862112,0.7537366,0.0003824006,0.2359352,0.006921303,0.00009410454,0.000145897,0.00007249628,0.002025876],"genre_scores_gemma":[0.0174441,0.8486151,0.002916065,0.1146172,0.01453264,0.0005272948,0.0001951538,0.00009331444,0.001059223],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.04328058,"threshold_uncertainty_score":0.2288923,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01947000590495234,"score_gpt":0.3110147854476893,"score_spread":0.291544779542737,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}